BuddyPress.org

@hragupathi
Just be aware that if your members navigate to your-site/members/USER-NAME/profile they will still be able to access that members profile by simply typing in the URL. Good luck!

@hragupathi
Do you mean keep profiles private from logged out visitors or do you mean keep profiles private for logged in users? Please clarify a little better as to what your trying to achieve.